Package: nn2poly 0.1.2

Pablo Morala

nn2poly: Neural Network Weights Transformation into Polynomial Coefficients

Implements a method that builds the coefficients of a polynomial model that performs almost equivalently as a given neural network (densely connected). This is achieved using Taylor expansion at the activation functions. The obtained polynomial coefficients can be used to explain features (and their interactions) importance in the neural network, therefore working as a tool for interpretability or eXplainable Artificial Intelligence (XAI). See Morala et al. 2021 <doi:10.1016/j.neunet.2021.04.036>, and 2023 <doi:10.1109/TNNLS.2023.3330328>.

Authors:Pablo Morala [aut, cre], Iñaki Ucar [aut], Jose Ignacio Diez [ctr]

nn2poly_0.1.2.tar.gz
nn2poly_0.1.2.tar.gz(r-4.5-noble)nn2poly_0.1.2.tar.gz(r-4.4-noble)
nn2poly_0.1.2.tgz(r-4.4-emscripten)nn2poly_0.1.2.tgz(r-4.3-emscripten)
nn2poly.pdf |nn2poly.html
nn2poly/json (API)
NEWS

# Install 'nn2poly' in R:
install.packages('nn2poly', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/ibidat/nn2poly/issues

Pkgdown:https://ibidat.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

cppopenmp

4.01 score 1 stars 23 scripts 316 downloads 4 exports 5 dependencies

Last updated 30 days agofrom:4f87bea040. Checks:OK: 1 NOTE: 1. Indexed: no.

TargetResultDate
Doc / VignettesOKNov 25 2024
R-4.5-linux-x86_64NOTENov 25 2024

Exports:add_constraintsfitluz_model_sequentialnn2poly

Dependencies:genericsmatrixStatspracmaRcppRcppArmadillo

Classification example using tensorflow

Rendered fromnn2poly-03-classification-example.Rmdusingknitr::rmarkdownon Nov 25 2024.

Last update: 2024-01-25
Started: 2024-01-25

Introduction to nn2poly

Rendered fromnn2poly-01-introduction.Rmdusingknitr::rmarkdownon Nov 25 2024.

Last update: 2024-11-11
Started: 2024-01-25

Supported DL frameworks

Rendered fromnn2poly-02-supported-DL-frameworks.Rmdusingknitr::rmarkdownon Nov 25 2024.

Last update: 2024-11-11
Started: 2024-01-25